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app.py

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+import numpy as np
+import pandas as pd
+import seaborn as sns
+import matplotlib.pyplot as plt
+plt.style.use("fivethirtyeight")
+import sklearn
+from sklearn.tree import DecisionTreeRegressor
+from sklearn.ensemble import RandomForestRegressor, StackingRegressor
+from sklearn.preprocessing import FunctionTransformer, MinMaxScaler, StandardScaler, LabelEncoder
+from sklearn.model_selection import train_test_split
+import xgboost
+
+import tqdm
+from tqdm.auto import trange, tqdm
+
+import gradio as gr
+
+def run_():
+    cassava_yield = pd.read_csv("datafiles/Crop_CassaVa_Yield_Nigeria.csv")
+    fertilizer_data = pd.read_csv("datafiles/Felitilizers_inputs_data_en_8-14-2023.csv")
+    pesticide_data = pd.read_csv("datafiles/pesticides_and_others_data_en_8-14-2023.csv")
+    rainfall_data = pd.read_csv("datafiles/Rainfall_timeseries_annual_cru_1901-2021_NGA.csv")
+    relative_humidity = pd.read_csv("datafiles/Relative_Humidity_timeseries_annual_era_1970-2020_NGA.csv")
+    tmean_timeseries = pd.read_csv("datafiles/Tmean_timeseries_annual_cru_1901-2021_NGA.csv")
+    if "Note" in fertilizer_data.columns:
+        fertilizer_data = fertilizer_data.drop("Note", axis = 1)
+    else:
+        pass
+        # raise ValueError("Col given not found")
+    fertilizer_data.columns = cassava_yield.columns
+    pesticide_data.columns = cassava_yield.columns
+    mean_tmean_by_year = tmean_timeseries.groupby("Year")[["Tmean(oc)"]].mean()
+    total_tmean_by_year = tmean_timeseries.groupby("Year")[["Tmean(oc)"]].sum()
+    mean_tmean_by_year.columns = ["Mean temperature"]
+    total_tmean_by_year.columns = ["Total temperature"]
+    cassava_yield = cassava_yield.merge(mean_tmean_by_year.reset_index(), on = "Year")
+    cassava_yield = cassava_yield.merge(total_tmean_by_year.reset_index(), on = "Year")
+
+    mean_humidity = relative_humidity.groupby("Year")[["RelativeHumidity"]].mean()
+    total_humidity = relative_humidity.groupby("Year")[["RelativeHumidity"]].sum()
+    mean_humidity.columns = ["Mean relative humidity"]
+    total_humidity.columns = ["Total relative humidity"]
+    cassava_yield = cassava_yield.merge(mean_humidity.reset_index(), on = "Year")
+    cassava_yield = cassava_yield.merge(total_humidity.reset_index(), on = "Year")
+
+    mean_rainfall_by_year = rainfall_data.groupby("Year")[["Rainfal(mm)"]].mean()
+    total_rainfall_by_year = rainfall_data.groupby("Year")[["Rainfal(mm)"]].sum()
+    mean_rainfall_by_year.columns = ["Mean Rainfall(mm)"]
+    total_rainfall_by_year.columns = ["Total Rainfall(mm)"]
+    cassava_yield = cassava_yield.merge(mean_rainfall_by_year.reset_index(), on = "Year")
+    cassava_yield = cassava_yield.merge(total_rainfall_by_year.reset_index(), on = "Year")
+
+    mean_fert_by_year = fertilizer_data.groupby("Year")[["Value"]].mean()
+    total_fert_by_year = fertilizer_data.groupby("Year")[["Value"]].sum()
+    mean_fert_by_year.columns = ["Mean Fertilizer"]
+    total_fert_by_year.columns = ["Total Fertilizer"]
+
+    cassava_yield = cassava_yield.merge(mean_fert_by_year.reset_index(), on = "Year")
+    cassava_yield = cassava_yield.merge(total_fert_by_year.reset_index(), on = "Year")
+
+    mean_pest_by_year = pesticide_data.groupby("Year")[["Value"]].mean()
+    total_pest_by_year = pesticide_data.groupby("Year")[["Value"]].sum()
+    mean_pest_by_year.columns = ["Mean Pesticide"]
+    total_pest_by_year.columns = ["Total Pesticide"]
+
+    cassava_yield = cassava_yield.merge(mean_pest_by_year.reset_index(), on = "Year")
+    cassava_yield = cassava_yield.merge(total_pest_by_year.reset_index(), on = "Year")
+    X = cassava_yield.drop(["Value", "Area Code (M49)", "Area", "Item Code (CPC)", "Element Code", "Year Code"], axis = 1)
+    y = cassava_yield["Value"]
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = .2, random_state = 12)
+    le = sklearn.preprocessing.OrdinalEncoder()
+    le.fit(X_train[["Domain", "Item", "Unit", "Flag", "Flag Description", "Element"]])
+    X_train[["Domain", "Item", "Unit", "Flag", "Flag Description", "Element"]] = le.transform(X_train[["Domain", "Item", "Unit", "Flag", "Flag Description", "Element"]])
+    X_test[["Domain", "Item", "Unit", "Flag", "Flag Description", "Element"]] = le.transform(X_test[["Domain", "Item", "Unit", "Flag", "Flag Description", "Element"]])
+
+    scaler_ = MinMaxScaler(feature_range=(0, 1))
+    scaler_.fit(X_train)
+    X_train = scaler_.transform(X_train)
+    X_test = scaler_.transform(X_test)
+
+    X_train = pd.DataFrame(X_train, columns = X.columns)
+    X_test = pd.DataFrame(X_test, columns = X.columns)
+    dd = pd.concat([X_train, X_test], axis = 0)
+    xgbr = xgboost.XGBRegressor(random_state = 42)
+    xgbr.fit(dd.drop(["Flag"], axis = 1), y_train)
+    print(X_train.drop(["Flag"], axis = 1).columns)
+    def make_predictions(domain_, year_, flag_, item_, unit_, flag_description_, element_, mean_temp_, total_temp_, mrh_, trh_, mrf_, trf_, mean_fert_, total_fert_, mean_pest_, total_pest_):
+        dataset_dict = {"Domain": [domain_],
+                        "Year": [float(year_)],
+                        "Flag": [flag_],
+                        "Item": [item_],
+                        "Unit": [unit_],
+                        "Flag Description": [flag_description_],
+                        "Element": [element_],
+                        "Mean temperature": [float(mean_temp_)],
+                        "Total temperature": [float(total_temp_)],
+                        "Mean relative humidity": [float(mrh_)],
+                        "Total relative humidity": [float(trh_)],
+                        "Mean Rainfall(mm)": [float(mrf_)],
+                        "Total Rainfall(mm)": [float(trf_)],
+                        "Mean Fertilizer": [float(mean_fert_)],
+                        "Total Fertilizer": [float(total_fert_)],
+                        "Mean Pesticide": [float(mean_pest_)],
+                        "Total Pesticide": [float(total_pest_)]}
+        df = pd.DataFrame(data = dataset_dict)
+        df = df[X_train.columns]
+        df[["Domain", "Item", "Unit", "Flag", "Flag Description", "Element"]] = le.transform(df[["Domain", "Item", "Unit", "Flag", "Flag Description", "Element"]])
+        X = scaler_.transform(df)
+        df = pd.DataFrame(X, columns = X_train.columns)
+        result = xgbr.predict(df.drop("Flag", axis = 1))
+        return f"Estimated Crop Yield based on Inputted Values is {result[0]}mg/Ha"
+    
+    title = "Simple Gradio Interface for Estimating/Predicting crop Yield"
+    description = " "
+    demo = gr.Interface(fn = make_predictions, inputs = [gr.Dropdown(choices = cassava_yield["Domain"].unique().tolist(), multiselect=False, label = "Domain"),
+                                                         gr.TextArea(lines = 1, label = "Year", placeholder = "year"),
+                                                         gr.Dropdown(choices = cassava_yield["Flag"].unique().tolist(), multiselect=False, label = "Flag"),
+                                                         gr.Dropdown(choices = cassava_yield["Item"].unique().tolist(), multiselect=False, label = "Item"),
+                                                         gr.Dropdown(choices = cassava_yield["Unit"].unique().tolist(), multiselect=False, label = "Unit"),
+                                                         gr.Dropdown(choices = cassava_yield["Flag Description"].unique().tolist(), multiselect=False, label = "Flag Description"),
+                                                         gr.Dropdown(choices = cassava_yield["Element"].unique().tolist(), multiselect=False, label = "Element"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Temperature(mean)", placeholder = "mean temp"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Temperature(Total)", placeholder = "total temp"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Relative Humidity(mean)", placeholder = "mean relative humidity"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Relative Humidity(Total)", placeholder = "total relative humidity"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Rainfall(mm)(mean)", placeholder = "mean rainfall"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Rainfall(mm)(Total)", placeholder = "total rainfall"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Fertilizer(mean)", placeholder = "mean fertilizer"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Fertilizer(Total)", placeholder = "total fertilizer"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Pesticide(mean)", placeholder = "mean pesticide"),
+                                                         gr.TextArea(lines = 1, label = "Input Estimated Pesticide(Total)", placeholder = "total pesticide")],
+                        outputs = gr.Textbox(label = "Yield in mg/Ha"),
+                        title = title,
+                        description=description)
+
+    demo.launch(share = False)
+
+
+if __name__ == "__main__":
+    run_()

datafiles/Felitilizers_inputs_data_en_8-14-2023.csv

@@ -0,0 +1,184 @@
+Domain,Area Code (M49),Area,Element Code,Element,Item Code,Item,Year Code,Year,Unit,Value,Flag,Flag Description,Note
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1961,1961,t,371,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1962,1962,t,401,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1963,1963,t,500,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1964,1964,t,1100,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1965,1965,t,2000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1966,1966,t,4600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1967,1967,t,4000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1968,1968,t,4000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1969,1969,t,3425,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1970,1970,t,2572,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1971,1971,t,3588,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1972,1972,t,9149,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1973,1973,t,4700,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1974,1974,t,13200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1975,1975,t,30200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1976,1976,t,35000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1977,1977,t,35000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1978,1978,t,35000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1979,1979,t,62400,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1980,1980,t,92200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1981,1981,t,96700,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1982,1982,t,103000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1983,1983,t,120600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1984,1984,t,120200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1985,1985,t,109600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1986,1986,t,121000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1987,1987,t,108300,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1988,1988,t,153200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1989,1989,t,180400,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1990,1990,t,210000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1991,1991,t,212000,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1992,1992,t,220000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1993,1993,t,220000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1994,1994,t,186000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1995,1995,t,100000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1996,1996,t,105000,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1997,1997,t,77300,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1998,1998,t,100000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),1999,1999,t,107000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2000,2000,t,105600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2001,2001,t,146800,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2002,2002,t,125131,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2003,2003,t,167778,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2004,2004,t,116343,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2005,2005,t,213221,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2006,2006,t,216854,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2007,2007,t,70115,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2008,2008,t,125033,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2009,2009,t,99589,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2010,2010,t,263151,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2011,2011,t,138428,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2012,2012,t,192598.73,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2013,2013,t,269528.61,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2014,2014,t,242150.99,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2015,2015,t,196103.73,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2016,2016,t,288746.46,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2017,2017,t,453000,E,Estimated value,Data sourced from IFA
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2018,2018,t,436400,E,Estimated value,Data sourced from IFA
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2019,2019,t,436400,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2020,2020,t,436400,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3102,Nutrient nitrogen N (total),2021,2021,t,436400,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1961,1961,t,697,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1962,1962,t,1181,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1963,1963,t,1200,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1964,1964,t,1200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1965,1965,t,1400,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1966,1966,t,1800,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1967,1967,t,2200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1968,1968,t,5400,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1969,1969,t,6347,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1970,1970,t,3257,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1971,1971,t,4371,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1972,1972,t,6634,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1973,1973,t,5500,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1974,1974,t,10700,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1975,1975,t,16100,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1976,1976,t,30000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1977,1977,t,25000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1978,1978,t,22900,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1979,1979,t,30900,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1980,1980,t,56200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1981,1981,t,79500,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1982,1982,t,67100,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1983,1983,t,91200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1984,1984,t,96000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1985,1985,t,80800,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1986,1986,t,80600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1987,1987,t,73200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1988,1988,t,102000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1989,1989,t,93500,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1990,1990,t,96140,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1991,1991,t,110600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1992,1992,t,115000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1993,1993,t,131000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1994,1994,t,50000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1995,1995,t,50000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1996,1996,t,32500,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1997,1997,t,21400,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1998,1998,t,39200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),1999,1999,t,34700,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2000,2000,t,44000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2001,2001,t,40200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2002,2002,t,13734,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2003,2003,t,21480,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2004,2004,t,18663,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2005,2005,t,20698,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2006,2006,t,80687,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2007,2007,t,39922,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2008,2008,t,45547,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2009,2009,t,35318,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2010,2010,t,71843,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2011,2011,t,41686,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2012,2012,t,57371.36,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2013,2013,t,18275.87,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2014,2014,t,38696.42,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2015,2015,t,51213.34,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2016,2016,t,60871.1,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2017,2017,t,144700,E,Estimated value,Data sourced from IFA
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2018,2018,t,136100,E,Estimated value,Data sourced from IFA
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2019,2019,t,136100,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2020,2020,t,136100,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3103,Nutrient phosphate P2O5 (total),2021,2021,t,136100,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1961,1961,t,326,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1962,1962,t,103,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1963,1963,t,393,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1964,1964,t,501,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1965,1965,t,249,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1966,1966,t,930,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1967,1967,t,1061,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1968,1968,t,700,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1969,1969,t,633,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1970,1970,t,1065,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1971,1971,t,1286,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1972,1972,t,3775,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1973,1973,t,5000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1974,1974,t,5000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1975,1975,t,8000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1976,1976,t,14000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1977,1977,t,14000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1978,1978,t,13500,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1979,1979,t,15000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1980,1980,t,25500,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1981,1981,t,37000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1982,1982,t,42900,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1983,1983,t,47700,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1984,1984,t,50000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1985,1985,t,32200,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1986,1986,t,55100,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1987,1987,t,53600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1988,1988,t,70000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1989,1989,t,90000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1990,1990,t,94240,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1991,1991,t,106600,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1992,1992,t,105000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1993,1993,t,110000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1994,1994,t,60000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1995,1995,t,33000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1996,1996,t,36000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1997,1997,t,39000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1998,1998,t,24000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),1999,1999,t,26000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2000,2000,t,37900,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2001,2001,t,34000,X,Figure from international organizations,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2002,2002,t,15117,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2003,2003,t,25677,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2004,2004,t,24073,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2005,2005,t,25185,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2006,2006,t,71890,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2007,2007,t,45550,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2008,2008,t,40986,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2009,2009,t,33446,A,Official figure,Official data from questionnaire
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2010,2010,t,68057,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2011,2011,t,42970,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2012,2012,t,53434.31,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2013,2013,t,18813.4,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2014,2014,t,42216.28,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2015,2015,t,40226.25,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2016,2016,t,38226.34,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2017,2017,t,136200,E,Estimated value,Data sourced from IFA
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2018,2018,t,113700,E,Estimated value,Data sourced from IFA
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2019,2019,t,113700,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2020,2020,t,113700,I,Imputed value,
+Fertilizers by Nutrient,566,Nigeria,5157,Agricultural Use,3104,Nutrient potash K2O (total),2021,2021,t,113700,I,Imputed value,

datafiles/Rainfall_timeseries_annual_cru_1901-2021_NGA.csv

@@ -0,0 +1,122 @@
+Year,Rainfal(mm),Adamawa,Akwa Ibom,Anambra,Benue,Borno,Cross River,Delta,Edo,Abuja,Imo,Jigawa,Kaduna,Kano,Katsina,Kebbi,Kogi,Kwara,Lagos,Niger,Ogun,Osun,Oyo,Taraba,Yobe,Abia,Bauchi,Bayelsa,Ebonyi,Ekiti,Enugu,Gombe,Nassarawa,Ondo,Plateau,Rivers,Sokoto,Zamfara
+1901,1344.89,1025.47,2639.57,2242.89,1658.13,568.55,2512.83,3024.8,2639.05,1553.5,2436.42,633.94,1284.47,794.88,751.28,897.72,1741.05,1638.49,2371.76,1346.51,2130.93,2226.92,1840.54,1355.37,543.21,2435.23,905.25,2945.3,2170.08,2177.53,1936.3,869.05,1439.77,2621.25,1211.56,2568.02,674.2,886.57
+1902,1150.76,1025.47,2958.45,2094.62,1725.11,568.55,2761.82,2221.06,1667.74,1174.97,2489.93,633.94,1123.92,792.51,748.04,885.77,1328.09,978.62,1190.12,1073.58,1089.33,1055.2,968.39,1371.86,543.21,2626.46,897.1,2581.38,2317.05,1111.19,2034.81,869.05,1206.83,1318.3,1122.55,2737.25,674.2,880.17
+1903,1222.17,1025.47,2902.59,2195.42,1766.09,568.55,2743.53,2500.09,1956.98,1406.2,2543.11,633.94,1227.55,793.82,749.95,887.25,1498.54,1120.97,1486.55,1173.7,1330.77,1413.49,1121.87,1376.25,543.21,2621.04,901.81,2789.58,2320.23,1466,2050.68,869.05,1394.84,1720.48,1180.15,2772,674.2,884.21
+1904,1155.25,996.41,2738.85,2031.23,1602.78,522.16,2555.9,2410.35,1855.39,1073.45,2363.91,633.94,1079.32,791.84,747.04,881.23,1315.05,1089.52,1557.58,1028.62,1392.43,1403.03,1165.03,1363.34,535.9,2430.39,894.99,2722.37,2119.99,1393.23,1851.44,867.76,1132.58,1669.13,1100.28,2636.84,674.2,878.12
+1905,1262.99,1028.84,3152.08,2358.62,1825.43,556.63,2974.42,2527.35,1930.75,1287.65,2794.32,760.3,1312.77,984.19,911.34,910.38,1484.54,1084.44,1431.55,1141.77,1277.7,1323.76,1078.71,1391.45,574.14,2889.79,1052.12,2894.49,2517.63,1386.44,2219.84,923.53,1305.28,1639.38,1204.93,3049.36,695.6,1016.81
+1906,1255.97,1021.45,3012.3,2203.73,1781.42,602.14,2842.88,2526.59,1901.41,1259.24,2571.01,745.62,1282.91,932.02,905.4,880.89,1420.57,1139.43,1646.34,1119.62,1433.23,1386.54,1175.78,1450.59,577.74,2657.46,1002.34,2896.21,2331.09,1417.51,2020.23,885.72,1307.56,1700.85,1241.14,2846.01,706.49,1010.47
+1907,1040.54,748.99,2259.89,1717.57,1358.95,539.51,2159.69,2075.1,1590.84,979.05,1973.85,704.72,966.71,823.81,742.2,752.62,1145.93,1076.61,1755.95,968.76,1543.52,1407.89,1275.54,1120.51,543.31,2012.22,812.55,2358.42,1779.82,1298.12,1563.5,657.56,982.58,1534.17,984.97,2166.79,588.35,775.07
+1908,1220.53,1165.98,2790.04,1979.16,1652.28,611.74,2642.63,2377.58,1835.93,1177.65,2333.01,715.35,1193.4,873.8,755.61,778.59,1305.92,1171.66,1683.6,1049.52,1519.73,1503.89,1303.63,1523.86,593.93,2443.47,1072.17,2684.28,2138.23,1446.54,1813.1,1036.34,1227.64,1717.65,1313.71,2594.81,588,808.25
+1909,1369.72,1241.39,2811.98,2228.71,1759.55,754.22,2708.01,2557.19,2051.86,1457.72,2510.27,795,1484.13,1035.64,994.82,1103.77,1562.89,1292.49,1691.14,1309.66,1506.19,1540.31,1299.71,1517.19,676.3,2527.63,1141.69,2810.09,2243.55,1652.26,2005.86,1047.32,1401.58,1833.85,1375.82,2699.43,858.76,1141.39
+1910,1131.93,992.77,2414.5,1808.94,1427.7,561.39,2245.85,2289.32,1858.59,1213.89,2062.83,596.52,1075,744.61,702.05,827.41,1336.37,1230.09,1755.39,1152.69,1539.43,1446.42,1268.27,1298.41,511.36,2137.13,856.47,2356.25,1879.46,1453.06,1637.92,835.83,1143.06,1727.9,1079.58,2254.48,610.18,831.87
+1911,1293.68,1141.29,2697.42,2057.72,1633.32,671.05,2525.32,2474.36,1919.05,1248.96,2383.43,703.63,1388.46,961.77,891.61,1090.44,1362.5,1152.68,1875.33,1132.17,1641.4,1573.25,1318.31,1512.2,616.06,2433.96,1118.99,2793.32,2097.33,1492.21,1856.32,1005.67,1278.06,1814.34,1388.26,2629.6,839.38,1117.26
+1912,1036.8,944.85,2581.79,1851.02,1484.12,467.71,2421.47,2050.17,1620.53,1083.38,2173.05,535.26,1103.1,700.88,642.12,675.77,1218.11,882.44,1244.7,947.69,1053.83,1069.94,860.55,1286.46,456.58,2255.61,853.07,2302.7,1985.09,1191.58,1708.68,805.1,1107.69,1396.37,1085.13,2386.8,521.29,772.63
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datafiles/Relative_Humidity_timeseries_annual_era_1970-2020_NGA.csv

@@ -0,0 +1,52 @@
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datafiles/Tmean_timeseries_annual_cru_1901-2021_NGA.csv

@@ -0,0 +1,122 @@
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+1972,26.84,26.65,25.87,26.49,26.8,27.89,25.95,26.57,26.53,26.75,26.06,27.46,25.42,26.39,26.61,28.46,26.67,26.58,26.58,27.39,26.71,25.83,26.29,26.02,28.07,26,26.42,25.8,26.53,25.28,26.32,27.22,26.6,26.24,25.66,25.44,28.76,27.25
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+1982,26.99,26.65,25.91,26.77,26.86,27.84,25.96,26.89,26.95,27.03,26.33,27.35,25.56,26.33,26.56,28.61,27.09,27.37,27.28,27.87,27.41,26.52,27.05,25.93,27.94,26.19,26.32,26.1,26.72,26.02,26.6,27.1,26.72,26.9,25.62,25.64,28.63,27.26
+1983,27.11,26.7,26.23,27,27.04,27.79,26.28,27.13,27.22,27.16,26.56,27.24,25.65,26.28,26.52,28.8,27.36,27.8,27.62,28.11,27.75,26.86,27.42,26.05,27.78,26.45,26.24,26.3,26.98,26.37,26.85,27.06,26.84,27.23,25.64,25.9,28.68,27.32
+1984,27.23,26.75,26.22,26.98,27.08,28.1,26.25,27.12,27.19,27.2,26.55,27.73,25.8,26.68,26.88,28.85,27.28,27.58,27.52,28.05,27.65,26.77,27.27,26.09,28.29,26.45,26.62,26.32,26.96,26.24,26.79,27.34,26.91,27.14,25.82,25.92,28.93,27.52
+1985,27.01,26.57,25.92,26.8,26.89,27.79,26.01,26.92,27,27.06,26.33,27.3,25.58,26.31,26.53,28.73,27.15,27.51,27.33,27.94,27.47,26.58,27.14,25.91,27.88,26.21,26.29,26.1,26.76,26.1,26.64,27.05,26.75,26.96,25.6,25.66,28.71,27.32
+1986,27.04,26.77,25.77,26.62,26.82,28.08,25.86,26.75,26.84,27,26.16,27.54,25.64,26.5,26.72,28.67,27,27.3,27.15,27.83,27.28,26.41,26.93,26,28.14,26.02,26.47,25.94,26.58,25.94,26.46,27.23,26.72,26.8,25.67,25.5,28.78,27.38
+1987,27.38,27.11,26.4,27.05,27.3,28.34,26.48,27.15,27.17,27.3,26.62,27.84,25.97,26.81,27.06,29.06,27.27,27.45,27.41,28.09,27.55,26.67,27.15,26.45,28.44,26.55,26.8,26.37,27.09,26.1,26.89,27.59,27.07,27.04,26.04,26.01,29.2,27.78
+1988,26.86,26.72,26.03,26.63,26.89,27.84,26.1,26.71,26.71,26.82,26.22,27.22,25.35,26.19,26.39,28.43,26.87,26.99,26.87,27.55,27.01,26.13,26.64,26.07,27.85,26.16,26.23,25.95,26.69,25.61,26.49,27.1,26.62,26.53,25.57,25.62,28.51,27.1
+1989,26.39,26.18,25.95,26.39,26.58,27.17,25.99,26.44,26.42,26.41,26.04,26.52,24.76,25.49,25.73,27.96,26.55,26.61,26.58,27.1,26.71,25.82,26.3,25.66,27.12,26.02,25.59,25.74,26.5,25.28,26.26,26.49,26.22,26.22,25.08,25.46,28.02,26.56
+1990,27.2,27.23,25.98,26.67,27.02,28.36,26.1,26.74,26.79,27.08,26.22,27.83,25.79,26.77,26.97,28.81,26.98,27.17,26.95,27.82,27.08,26.18,26.76,26.4,28.41,26.16,26.81,25.95,26.71,25.75,26.53,27.68,26.89,26.6,26.02,25.59,29.02,27.59
+1991,26.96,26.9,25.91,26.5,26.86,28.16,25.97,26.59,26.64,26.85,26.09,27.55,25.5,26.49,26.68,28.47,26.79,26.91,26.8,27.52,26.93,26.06,26.56,26.16,28.18,26.05,26.5,25.82,26.54,25.59,26.37,27.33,26.65,26.47,25.72,25.51,28.71,27.29
+1992,26.59,26.38,25.87,26.49,26.67,27.39,25.92,26.59,26.59,26.62,26.09,26.83,25.07,25.83,26.07,28.11,26.73,26.85,26.77,27.31,26.9,26.02,26.52,25.78,27.41,26.02,25.87,25.82,26.53,25.52,26.35,26.7,26.41,26.41,25.3,25.49,28.19,26.78
+1993,26.96,26.87,25.95,26.54,26.89,27.99,26.04,26.61,26.64,26.88,26.14,27.49,25.55,26.46,26.7,28.58,26.81,26.9,26.8,27.57,26.93,26.06,26.56,26.15,28.05,26.09,26.47,25.88,26.62,25.59,26.41,27.31,26.69,26.48,25.74,25.54,28.81,27.36
+1994,26.75,26.63,25.93,26.53,26.73,27.72,25.96,26.63,26.64,26.73,26.12,27.08,25.24,26.04,26.29,28.28,26.77,26.87,26.79,27.42,26.92,26.05,26.54,25.94,27.7,26.06,26.1,25.85,26.55,25.54,26.38,26.96,26.53,26.45,25.47,25.52,28.41,26.98
+1995,27.05,26.9,26.12,26.75,26.99,28.04,26.17,26.83,26.82,26.95,26.34,27.54,25.57,26.51,26.74,28.65,26.95,27.07,26.97,27.68,27.11,26.22,26.74,26.24,28.14,26.27,26.52,26.08,26.77,25.7,26.6,27.35,26.77,26.62,25.81,25.74,28.83,27.38
+1996,27.13,26.9,26.02,26.73,27,28.16,26.11,26.82,26.82,27.04,26.28,27.7,25.75,26.68,26.91,28.81,26.99,27.14,26.99,27.81,27.13,26.24,26.79,26.23,28.27,26.2,26.64,26.01,26.72,25.75,26.59,27.41,26.83,26.64,25.86,25.65,28.97,27.58
+1997,27.14,27.08,25.91,26.6,26.93,28.38,25.99,26.7,26.74,27,26.16,27.78,25.73,26.71,26.93,28.8,26.9,27.06,26.92,27.76,27.06,26.17,26.7,26.27,28.41,26.08,26.7,25.89,26.62,25.68,26.45,27.51,26.79,26.57,25.87,25.53,29.04,27.58
+1998,27.51,27.37,26.52,27.17,27.41,28.56,26.59,27.3,27.34,27.4,26.74,27.96,26.02,26.94,27.15,29.09,27.44,27.62,27.54,28.17,27.67,26.78,27.3,26.67,28.57,26.67,26.92,26.48,27.17,26.27,27.02,27.78,27.16,27.18,26.17,26.13,29.22,27.81
+1999,27.12,26.92,26.1,26.66,26.98,28.27,26.15,26.75,26.77,26.95,26.28,27.79,25.7,26.69,26.9,28.73,26.93,27.1,26.97,27.73,27.11,26.22,26.76,26.24,28.4,26.23,26.69,26.01,26.74,25.72,26.52,27.47,26.79,26.62,25.86,25.7,28.89,27.46
+2000,26.92,26.61,26.28,26.88,26.91,27.74,26.25,26.99,27.01,26.91,26.49,27.17,25.34,26.15,26.38,28.49,27.09,27.3,27.31,27.65,27.45,26.54,27.06,25.97,27.76,26.42,26.15,26.24,26.88,25.97,26.7,26.97,26.63,26.89,25.49,25.9,28.53,27.11
+2001,27.11,26.77,26.26,26.96,27,27.96,26.26,27.09,27.13,27.08,26.54,27.44,25.6,26.41,26.64,28.77,27.22,27.44,27.4,27.9,27.55,26.63,27.15,26.11,28.01,26.43,26.42,26.3,26.92,26.09,26.78,27.22,26.8,27,25.71,25.92,28.79,27.37
+2002,27.28,27.02,26.36,27.03,27.12,28.22,26.36,27.16,27.15,27.17,26.62,27.72,25.8,26.68,26.89,28.92,27.27,27.48,27.4,27.98,27.53,26.66,27.17,26.33,28.3,26.53,26.68,26.39,27.01,26.12,26.84,27.48,26.95,27.02,25.95,26,28.99,27.57
+2003,27.38,27.09,26.48,27.16,27.22,28.33,26.49,27.3,27.34,27.31,26.73,27.77,25.9,26.76,26.99,29.03,27.4,27.59,27.53,28.12,27.67,26.82,27.3,26.41,28.37,26.64,26.74,26.51,27.13,26.29,26.97,27.56,27.04,27.2,26.02,26.11,29.1,27.7
+2004,27.38,27.19,26.34,26.98,27.2,28.44,26.4,27.06,27.13,27.25,26.55,27.95,25.95,26.91,27.11,29.04,27.26,27.42,27.33,28.05,27.46,26.62,27.09,26.47,28.51,26.48,26.87,26.31,27.01,26.11,26.83,27.66,27.01,27,26.05,25.95,29.21,27.76
+2005,27.5,27.22,26.46,27.16,27.28,28.47,26.52,27.28,27.33,27.35,26.72,27.96,26.07,26.93,27.19,29.24,27.43,27.72,27.6,28.24,27.75,26.89,27.42,26.51,28.54,26.64,26.9,26.47,27.16,26.34,26.99,27.68,27.13,27.23,26.14,26.1,29.33,27.9
+2006,27.47,27.17,26.45,27.14,27.29,28.45,26.46,27.27,27.28,27.38,26.72,28,26.06,26.96,27.16,29.15,27.41,27.63,27.58,28.2,27.72,26.83,27.36,26.46,28.57,26.62,26.93,26.48,27.11,26.25,26.94,27.69,27.14,27.17,26.14,26.1,29.2,27.82
+2007,27.45,27.21,26.45,27.12,27.25,28.44,26.48,27.26,27.27,27.32,26.71,27.93,26,26.91,27.15,29.08,27.37,27.6,27.53,28.13,27.66,26.78,27.31,26.48,28.51,26.63,26.9,26.48,27.13,26.21,26.94,27.69,27.1,27.13,26.13,26.1,29.22,27.81
+2008,27.09,26.81,26.27,26.98,27.06,28.02,26.28,27.12,27.09,27.04,26.56,27.43,25.6,26.39,26.59,28.6,27.17,27.35,27.33,27.8,27.46,26.56,27.08,26.17,28.03,26.47,26.43,26.33,26.95,26,26.8,27.21,26.84,26.92,25.77,25.95,28.6,27.24
+2009,27.75,27.51,26.44,27.16,27.4,28.92,26.5,27.27,27.34,27.6,26.71,28.48,26.41,27.44,27.66,29.47,27.5,27.73,27.56,28.41,27.71,26.85,27.38,26.7,29.08,26.63,27.38,26.46,27.15,26.35,26.99,28.14,27.36,27.22,26.46,26.09,29.73,28.27
+2010,27.86,27.62,26.65,27.4,27.54,29.02,26.67,27.55,27.63,27.71,26.96,28.56,26.45,27.47,27.65,29.41,27.73,27.94,27.92,28.5,28.05,27.16,27.64,26.81,29.19,26.86,27.44,26.73,27.35,26.61,27.23,28.2,27.46,27.52,26.52,26.32,29.63,28.2
+2011,27.49,27.25,26.31,27.03,27.21,28.59,26.38,27.15,27.23,27.33,26.59,28.07,26.05,27.01,27.24,29.22,27.36,27.63,27.5,28.18,27.64,26.77,27.3,26.48,28.66,26.49,26.99,26.33,27.02,26.23,26.87,27.79,27.07,27.11,26.14,25.95,29.4,27.92
+2012,27.3,27.06,26.24,26.92,27.1,28.36,26.29,27.04,27.07,27.21,26.5,27.81,25.88,26.79,27.03,28.99,27.21,27.44,27.31,28.02,27.46,26.6,27.14,26.31,28.42,26.41,26.73,26.26,26.92,26.03,26.75,27.55,26.96,26.93,25.93,25.88,29.13,27.69
+2013,27.51,27.21,26.37,27.1,27.32,28.52,26.46,27.2,27.24,27.38,26.65,28.09,26.13,27.07,27.3,29.15,27.4,27.65,27.49,28.22,27.65,26.78,27.32,26.5,28.66,26.55,26.98,26.4,27.1,26.23,26.95,27.71,27.15,27.11,26.13,26.02,29.34,27.94
+2014,27.61,27.27,26.5,27.24,27.41,28.62,26.58,27.36,27.41,27.5,26.79,28.16,26.18,27.13,27.38,29.27,27.55,27.83,27.66,28.37,27.83,26.95,27.51,26.56,28.75,26.7,27.05,26.52,27.23,26.44,27.07,27.82,27.22,27.3,26.2,26.14,29.44,28.03
+2015,27.38,27.07,26.57,27.21,27.34,28.23,26.6,27.34,27.37,27.32,26.8,27.71,25.85,26.7,26.92,28.98,27.44,27.72,27.69,28.15,27.85,26.9,27.47,26.44,28.27,26.73,26.66,26.55,27.22,26.35,27.03,27.47,27.06,27.25,25.96,26.19,29.03,27.6
+2016,27.79,27.43,26.73,27.53,27.6,28.73,26.75,27.66,27.7,27.76,27.09,28.24,26.38,27.23,27.49,29.47,27.8,28,27.94,28.58,28.08,27.17,27.69,26.76,28.85,26.97,27.17,26.85,27.47,26.65,27.36,27.94,27.45,27.55,26.38,26.45,29.6,28.19
+2017,27.46,27.04,26.66,27.32,27.4,28.21,26.67,27.44,27.47,27.44,26.91,27.77,25.96,26.77,27.01,29.15,27.55,27.82,27.78,28.3,27.91,27.01,27.53,26.42,28.32,26.84,26.73,26.66,27.34,26.45,27.16,27.5,27.15,27.35,26.02,26.29,29.17,27.75
+2018,27.41,26.97,26.65,27.28,27.3,28.15,26.63,27.41,27.42,27.38,26.9,27.71,25.91,26.72,26.99,29.12,27.52,27.82,27.73,28.22,27.88,26.99,27.54,26.37,28.27,26.83,26.65,26.63,27.3,26.44,27.11,27.42,27.08,27.31,25.95,26.28,29.2,27.73
+2019,27.29,26.9,26.53,27.16,27.24,28.08,26.53,27.28,27.31,27.26,26.76,27.57,25.77,26.55,26.82,28.99,27.39,27.66,27.61,28.09,27.74,26.85,27.36,26.29,28.13,26.69,26.54,26.5,27.2,26.28,27.01,27.33,26.98,27.18,25.86,26.15,29.04,27.59
+2020,27.43,27.14,26.69,27.37,27.33,28.13,26.66,27.53,27.56,27.39,26.97,27.6,25.87,26.62,26.92,29.13,27.6,27.89,27.89,28.25,28.01,27.1,27.62,26.49,28.14,26.88,26.59,26.73,27.34,26.54,27.18,27.44,27.09,27.45,25.99,26.35,29.16,27.71
+2021,27.67,27.29,26.82,27.49,27.55,28.37,26.81,27.63,27.67,27.62,27.08,27.91,26.17,26.96,27.26,29.5,27.74,28.11,28.07,28.56,28.2,27.3,27.85,26.64,28.41,27.01,26.86,26.82,27.5,26.71,27.33,27.65,27.31,27.6,26.19,26.47,29.53,28.05

datafiles/pesticides_and_others_data_en_8-14-2023.csv

@@ -0,0 +1,129 @@
+Domain,Area Code (M49),Area,Element Code,Element,Item Code,Item,Year Code,Year,Unit,Value,Flag,Flag Description
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1990,1990,t,3445.22,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1991,1991,t,2508.1,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1992,1992,t,1717.5,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1993,1993,t,948.79,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1994,1994,t,1139.08,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1995,1995,t,2160.97,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1996,1996,t,4196.13,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1997,1997,t,9991.77,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1998,1998,t,9588.02,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),1999,1999,t,8071.43,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2000,2000,t,3879.78,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2001,2001,t,4716.87,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2002,2002,t,7238.52,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2003,2003,t,9498.88,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2004,2004,t,12797.75,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2005,2005,t,15335.75,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2006,2006,t,13557.33,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2007,2007,t,9729.19,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2008,2008,t,11510.93,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2009,2009,t,18095.71,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2010,2010,t,26872.77,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2011,2011,t,31079.27,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2012,2012,t,33968.12,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2013,2013,t,40668.25,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2014,2014,t,36120.96,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2015,2015,t,31255.23,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2016,2016,t,26751.43,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2017,2017,t,36466.57,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2018,2018,t,47121.31,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2019,2019,t,53953.79,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2020,2020,t,57268.92,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1357,Pesticides (total),2021,2021,t,59278.17,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1990,1990,t,1218.2,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1991,1991,t,909.44,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1992,1992,t,644.61,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1993,1993,t,363.12,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1994,1994,t,436.44,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1995,1995,t,837.47,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1996,1996,t,1638.71,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1997,1997,t,3929.95,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1998,1998,t,3750.84,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,1999,1999,t,3111.98,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2000,2000,t,1481.72,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2001,2001,t,1790.4,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2002,2002,t,2773.4,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2003,2003,t,3687.3,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2004,2004,t,5005.92,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2005,2005,t,5905.7,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2006,2006,t,5070.42,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2007,2007,t,3420.56,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2008,2008,t,3812.92,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2009,2009,t,5658.52,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2010,2010,t,8118.29,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2011,2011,t,9135.73,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2012,2012,t,9727.81,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2013,2013,t,11500.65,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2014,2014,t,10181.37,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2015,2015,t,8811.03,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2016,2016,t,7456.21,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2017,2017,t,10023.02,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2018,2018,t,12835.02,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2019,2019,t,14701.57,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2020,2020,t,15625.83,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1309,Insecticides,2021,2021,t,16094.53,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1990,1990,t,735.45,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1991,1991,t,547.93,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1992,1992,t,392.96,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1993,1993,t,221,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1994,1994,t,266.06,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1995,1995,t,495.03,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1996,1996,t,970.72,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1997,1997,t,2374.02,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1998,1998,t,2335.31,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,1999,1999,t,1987.6,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2000,2000,t,939.34,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2001,2001,t,1132.12,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2002,2002,t,1725.79,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2003,2003,t,2274.33,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2004,2004,t,3137.06,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2005,2005,t,3860.16,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2006,2006,t,3517.49,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2007,2007,t,2564.81,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2008,2008,t,3208.99,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2009,2009,t,5321.47,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2010,2010,t,8107.23,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2011,2011,t,9152.92,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2012,2012,t,9873.48,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2013,2013,t,11894.18,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2014,2014,t,11097.6,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2015,2015,t,9914.57,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2016,2016,t,8694.43,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2017,2017,t,11836.73,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2018,2018,t,15112.15,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2019,2019,t,17304.67,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2020,2020,t,18261.18,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1320,Herbicides,2021,2021,t,18996.5,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1990,1990,t,1020.4,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1991,1991,t,706,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1992,1992,t,461.7,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1993,1993,t,260.15,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1994,1994,t,334.34,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1995,1995,t,648.87,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1996,1996,t,1246.09,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1997,1997,t,2863.08,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1998,1998,t,2715.15,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,1999,1999,t,2302.74,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2000,2000,t,1131.36,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2001,2001,t,1394.41,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2002,2002,t,2139.88,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2003,2003,t,2783.11,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2004,2004,t,3705.76,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2005,2005,t,4476.15,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2006,2006,t,4000.5,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2007,2007,t,2934.66,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2008,2008,t,3524.5,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2009,2009,t,5704.67,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2010,2010,t,8601.7,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2011,2011,t,10122.93,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2012,2012,t,10992.91,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2013,2013,t,13340.88,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2014,2014,t,11823.58,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2015,2015,t,10302.34,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2016,2016,t,8843.53,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2017,2017,t,12120.58,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2018,2018,t,15849.93,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2019,2019,t,18113.55,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2020,2020,t,19209.2,E,Estimated value
+Pesticides Use,566,Nigeria,5157,Agricultural Use,1331,Fungicides and Bactericides,2021,2021,t,19770.25,E,Estimated value

requirements.txt

@@ -0,0 +1,7 @@
+numpy
+pandas
+seaborn
+matplotlib
+gradio
+scikit-learn
+xgboost